[laxatives]

Not sure if there is a significant benefit, but I think its sort of Andrej's specialty as an educator to build things out from first principles. He has a habit of sharing his "from-scratch" version of important papers/methods. Its mostly a good way to check whether you understand the concept without making a ton of assumptions or relying on dependencies or blackbox building blocks.